Profiling Report

Dataset statistics

Number of variables	16
Number of observations	254974
Missing cells	3345
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	31.4 MiB
Average record size in memory	129.2 B

Variable types

Text	2
Categorical	3
Numeric	11

Alerts

`countries_fr` has a high cardinality: 536 distinct values	High cardinality
`brands` has a high cardinality: 45792 distinct values	High cardinality
`countries_fr` is highly imbalanced (82.1%)	Imbalance
`brands` has 3280 (1.3%) missing values	Missing
`cholesterol_100g` is highly skewed (γ1 = 293.6387501)	Skewed
`code` has unique values	Unique
`additives_n` has 82104 (32.2%) zeros	Zeros
`energy_100g` has 6091 (2.4%) zeros	Zeros
`salt_100g` has 36339 (14.3%) zeros	Zeros
`sodium_100g` has 36343 (14.3%) zeros	Zeros
`fiber_100g` has 124820 (49.0%) zeros	Zeros
`sugars_100g` has 50158 (19.7%) zeros	Zeros
`fat_100g` has 78545 (30.8%) zeros	Zeros
`saturated_fat_100g` has 96736 (37.9%) zeros	Zeros
`cholesterol_100g` has 200361 (78.6%) zeros	Zeros
`nutrition_score_uk_100g` has 12521 (4.9%) zeros	Zeros
`nutrition_score_fr_100g` has 11704 (4.6%) zeros	Zeros

Reproduction

Analysis started	2024-06-07 15:45:32.095533
Analysis finished	2024-06-07 15:45:57.994357
Duration	25.9 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

code
Text

UNIQUE

Distinct	254974
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

Length

Max length	30
Median length	13
Mean length	12.825159
Min length	2

Characters and Unicode

Total characters	3270082
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	254974 ?
Unique (%)	100.0%

Sample

1st row	0000000004530
2nd row	0000000004559
3rd row	0000000016087
4th row	0000000016094
5th row	0000000016100

Value	Count	Frequency (%)
0000000004530	1	< 0.1%
0000000017497	1	< 0.1%
0000000032070	1	< 0.1%
0000000018449	1	< 0.1%
0000000016087	1	< 0.1%
0000000016094	1	< 0.1%
0000000016100	1	< 0.1%
0000000016117	1	< 0.1%
0000000016124	1	< 0.1%
0000000016193	1	< 0.1%
Other values (254964)	254964	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	836904	25.6%
1	361910	11.1%
2	306344	9.4%
3	303811	9.3%
7	265991	8.1%
4	260417	8.0%
5	250756	7.7%
8	245215	7.5%
6	237109	7.3%
9	201625	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3270082	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	836904	25.6%
1	361910	11.1%
2	306344	9.4%
3	303811	9.3%
7	265991	8.1%
4	260417	8.0%
5	250756	7.7%
8	245215	7.5%
6	237109	7.3%
9	201625	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3270082	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	836904	25.6%
1	361910	11.1%
2	306344	9.4%
3	303811	9.3%
7	265991	8.1%
4	260417	8.0%
5	250756	7.7%
8	245215	7.5%
6	237109	7.3%
9	201625	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3270082	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	836904	25.6%
1	361910	11.1%
2	306344	9.4%
3	303811	9.3%
7	265991	8.1%
4	260417	8.0%
5	250756	7.7%
8	245215	7.5%
6	237109	7.3%
9	201625	6.2%

countries_fr
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	536
Distinct (%)	0.2%
Missing	65
Missing (%)	< 0.1%
Memory size	2.5 MiB

États-Unis	167716
France	61464
Suisse	8416
Allemagne	4464
Espagne	2924
Other values (531)	9925

Length

Max length	211
Median length	10
Mean length	8.9393627
Min length	4

Characters and Unicode

Total characters	2278724
Distinct characters	120
Distinct categories	9 ?
Distinct scripts	7 ?
Distinct blocks	8 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	298 ?
Unique (%)	0.1%

Sample

1st row	États-Unis
2nd row	États-Unis
3rd row	États-Unis
4th row	États-Unis
5th row	États-Unis

Common Values

Value	Count	Frequency (%)
États-Unis	167716	65.8%
France	61464	24.1%
Suisse	8416	3.3%
Allemagne	4464	1.8%
Espagne	2924	1.1%
Royaume-Uni	1620	0.6%
France,Suisse	1066	0.4%
Russie	805	0.3%
Belgique	598	0.2%
Australie	502	0.2%
Other values (526)	5334	2.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
états-unis	167717	65.7%
france	61464	24.1%
suisse	8416	3.3%
allemagne	4464	1.7%
espagne	2924	1.1%
royaume-uni	1620	0.6%
france,suisse	1066	0.4%
russie	805	0.3%
belgique	598	0.2%
australie	502	0.2%
Other values (557)	5588	2.2%

Most occurring characters

Value	Count	Frequency (%)
s	362874	15.9%
t	338116	14.8%
a	247633	10.9%
n	245151	10.8%
i	184954	8.1%
-	170765	7.5%
U	170232	7.5%
É	168095	7.4%
e	97677	4.3%
r	66956	2.9%
Other values (110)	226271	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1671706	73.4%
Uppercase Letter	430706	18.9%
Dash Punctuation	170765	7.5%
Other Punctuation	5118	0.2%
Space Separator	255	< 0.1%
Other Letter	168	< 0.1%
Decimal Number	3	< 0.1%
Nonspacing Mark	2	< 0.1%
Spacing Mark	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	18	10.7%
ل	16	9.5%
ة	13	7.7%
ع	11	6.5%
س	10	6.0%
د	8	4.8%
م	8	4.8%
ي	7	4.2%
ن	7	4.2%
و	7	4.2%
Other values (33)	63	37.5%

Lowercase Letter

Value	Count	Frequency (%)
s	362874	21.7%
t	338116	20.2%
a	247633	14.8%
n	245151	14.7%
i	184954	11.1%
e	97677	5.8%
r	66956	4.0%
c	64938	3.9%
u	16859	1.0%
l	14114	0.8%
Other values (30)	32434	1.9%

Uppercase Letter

Value	Count	Frequency (%)
U	170232	39.5%
É	168095	39.0%
F	64627	15.0%
S	10455	2.4%
A	5948	1.4%
E	3247	0.8%
R	3166	0.7%
B	1742	0.4%
P	934	0.2%
I	569	0.1%
Other values (17)	1691	0.4%

Other Punctuation

Value	Count	Frequency (%)
,	4985	97.4%
:	131	2.6%
'	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
7	2	66.7%
6	1	33.3%

Nonspacing Mark

Value	Count	Frequency (%)
ั	1	50.0%
ี	1	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	170765	100.0%

Space Separator

Value	Count	Frequency (%)
	255	100.0%

Spacing Mark

Value	Count	Frequency (%)
ा	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2102403	92.3%
Common	176141	7.7%
Arabic	121	< 0.1%
Thai	38	< 0.1%
Cyrillic	9	< 0.1%
Han	8	< 0.1%
Devanagari	4	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	362874	17.3%
t	338116	16.1%
a	247633	11.8%
n	245151	11.7%
i	184954	8.8%
U	170232	8.1%
É	168095	8.0%
e	97677	4.6%
r	66956	3.2%
c	64938	3.1%
Other values (50)	155777	7.4%

Thai

Value	Count	Frequency (%)
ร	5	13.2%
เ	4	10.5%
อ	3	7.9%
า	3	7.9%
ท	3	7.9%
ย	2	5.3%
ส	2	5.3%
ศ	2	5.3%
ะ	2	5.3%
ป	2	5.3%
Other values (10)	10	26.3%

Arabic

Value	Count	Frequency (%)
ا	18	14.9%
ل	16	13.2%
ة	13	10.7%
ع	11	9.1%
س	10	8.3%
د	8	6.6%
م	8	6.6%
ي	7	5.8%
ن	7	5.8%
و	7	5.8%
Other values (8)	16	13.2%

Common

Value	Count	Frequency (%)
-	170765	96.9%
,	4985	2.8%
	255	0.1%
:	131	0.1%
7	2	< 0.1%
'	2	< 0.1%
6	1	< 0.1%

Cyrillic

Value	Count	Frequency (%)
а	3	33.3%
т	1	11.1%
н	1	11.1%
х	1	11.1%
с	1	11.1%
з	1	11.1%
К	1	11.1%

Han

Value	Count	Frequency (%)
日	2	25.0%
本	2	25.0%
港	2	25.0%
香	2	25.0%

Devanagari

Value	Count	Frequency (%)
भ	1	25.0%
ा	1	25.0%
र	1	25.0%
त	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2109731	92.6%
None	168804	7.4%
Arabic	121	< 0.1%
Thai	38	< 0.1%
IPA Ext	9	< 0.1%
Cyrillic	9	< 0.1%
CJK	8	< 0.1%
Devanagari	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	362874	17.2%
t	338116	16.0%
a	247633	11.7%
n	245151	11.6%
i	184954	8.8%
-	170765	8.1%
U	170232	8.1%
e	97677	4.6%
r	66956	3.2%
c	64938	3.1%
Other values (47)	160435	7.6%

None

Value	Count	Frequency (%)
É	168095	99.6%
é	464	0.3%
è	178	0.1%
ï	38	< 0.1%
ç	17	< 0.1%
ë	8	< 0.1%
ô	2	< 0.1%
ê	1	< 0.1%
Î	1	< 0.1%

Arabic

Value	Count	Frequency (%)
ا	18	14.9%
ل	16	13.2%
ة	13	10.7%
ع	11	9.1%
س	10	8.3%
د	8	6.6%
م	8	6.6%
ي	7	5.8%
ن	7	5.8%
و	7	5.8%
Other values (8)	16	13.2%

IPA Ext

Value	Count	Frequency (%)
ə	9	100.0%

Thai

Value	Count	Frequency (%)
ร	5	13.2%
เ	4	10.5%
อ	3	7.9%
า	3	7.9%
ท	3	7.9%
ย	2	5.3%
ส	2	5.3%
ศ	2	5.3%
ะ	2	5.3%
ป	2	5.3%
Other values (10)	10	26.3%

Cyrillic

Value	Count	Frequency (%)
а	3	33.3%
т	1	11.1%
н	1	11.1%
х	1	11.1%
с	1	11.1%
з	1	11.1%
К	1	11.1%

CJK

Value	Count	Frequency (%)
日	2	25.0%
本	2	25.0%
港	2	25.0%
香	2	25.0%

Devanagari

Value	Count	Frequency (%)
भ	1	25.0%
ा	1	25.0%
र	1	25.0%
त	1	25.0%

product_name
Text

Distinct	184576
Distinct (%)	72.4%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

Length

Max length	234
Median length	161
Mean length	26.842211
Min length	1

Characters and Unicode

Total characters	6844066
Distinct characters	607
Distinct categories	20 ?
Distinct scripts	12 ?
Distinct blocks	20 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	163912 ?
Unique (%)	64.3%

Sample

1st row	Banana Chips Sweetened (Whole)
2nd row	Peanuts
3rd row	Organic Salted Nut Mix
4th row	Organic Polenta
5th row	Breadshop Honey Gone Nuts Granola

Value	Count	Frequency (%)
	24307	2.3%
de	20079	1.9%
chocolate	11169	1.1%
cheese	10274	1.0%
sauce	9975	1.0%
organic	9105	0.9%
with	8089	0.8%
mix	7066	0.7%
au	6628	0.6%
cream	5938	0.6%
Other values (43718)	936424	89.3%

Most occurring characters

Value	Count	Frequency (%)
	797591	11.7%
e	679702	9.9%
a	519009	7.6%
r	398308	5.8%
i	390348	5.7%
o	354039	5.2%
t	319760	4.7%
n	306049	4.5%
s	291079	4.3%
l	280256	4.1%
Other values (597)	2507925	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4948730	72.3%
Uppercase Letter	904442	13.2%
Space Separator	797635	11.7%
Other Punctuation	132464	1.9%
Decimal Number	35804	0.5%
Dash Punctuation	13463	0.2%
Close Punctuation	4678	0.1%
Open Punctuation	4676	0.1%
Math Symbol	1068	< 0.1%
Other Letter	467	< 0.1%
Other values (10)	639	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ל	11	2.4%
ו	9	1.9%
º	8	1.7%
י	8	1.7%
ร	8	1.7%
อ	7	1.5%
ק	7	1.5%
เ	6	1.3%
ل	6	1.3%
น	6	1.3%
Other values (257)	391	83.7%

Lowercase Letter

Value	Count	Frequency (%)
e	679702	13.7%
a	519009	10.5%
r	398308	8.0%
i	390348	7.9%
o	354039	7.2%
t	319760	6.5%
n	306049	6.2%
s	291079	5.9%
l	280256	5.7%
u	212856	4.3%
Other values (136)	1197324	24.2%

Uppercase Letter

Value	Count	Frequency (%)
C	142429	15.7%
S	110619	12.2%
P	78402	8.7%
B	73567	8.1%
M	57888	6.4%
F	44496	4.9%
G	37689	4.2%
T	37267	4.1%
O	34702	3.8%
R	33710	3.7%
Other values (89)	253673	28.0%

Other Punctuation

Value	Count	Frequency (%)
,	83639	63.1%
&	19841	15.0%
'	13559	10.2%
%	7182	5.4%
.	3243	2.4%
;	1856	1.4%
!	1197	0.9%
/	724	0.5%
:	649	0.5%
"	170	0.1%
Other values (11)	404	0.3%

Nonspacing Mark

Value	Count	Frequency (%)
ิ	7	18.9%
้	6	16.2%
่	4	10.8%
́	4	10.8%
์	4	10.8%
ี	4	10.8%
︎	3	8.1%
️	1	2.7%
̀	1	2.7%
̈	1	2.7%
Other values (2)	2	5.4%

Decimal Number

Value	Count	Frequency (%)
0	10916	30.5%
1	6689	18.7%
2	4939	13.8%
5	3045	8.5%
4	2631	7.3%
3	2631	7.3%
6	1640	4.6%
8	1504	4.2%
7	1147	3.2%
9	662	1.8%

Other Symbol

Value	Count	Frequency (%)
®	90	46.4%
°	81	41.8%
♥	6	3.1%
№	6	3.1%
™	5	2.6%
©	2	1.0%
℅	2	1.0%
🅫	1	0.5%
❤	1	0.5%

Math Symbol

Value	Count	Frequency (%)
+	1045	97.8%
\|	8	0.7%
=	6	0.6%
~	3	0.3%
>	2	0.2%
<	2	0.2%
≤	1	0.1%
×	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	4628	99.0%
[	37	0.8%
{	7	0.1%
„	3	0.1%
‚	1	< 0.1%

Modifier Letter

Value	Count	Frequency (%)
ー	4	44.4%
ｰ	2	22.2%
ﾞ	2	22.2%
ﾟ	1	11.1%

Space Separator

Value	Count	Frequency (%)
	797591	> 99.9%
	43	< 0.1%
	1	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	13451	99.9%
–	7	0.1%
—	5	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	4636	99.1%
]	36	0.8%
}	6	0.1%

Initial Punctuation

Value	Count	Frequency (%)
«	136	95.1%
“	6	4.2%
‘	1	0.7%

Final Punctuation

Value	Count	Frequency (%)
»	135	91.2%
’	10	6.8%
”	3	2.0%

Currency Symbol

Value	Count	Frequency (%)
$	45	78.9%
€	11	19.3%
¢	1	1.8%

Modifier Symbol

Value	Count	Frequency (%)
`	16	61.5%
´	9	34.6%
¨	1	3.8%

Control

Value	Count	Frequency (%)
	9	52.9%
	6	35.3%
	2	11.8%

Connector Punctuation

Value	Count	Frequency (%)
_	7	100.0%

Other Number

Value	Count	Frequency (%)
²	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5834074	85.2%
Common	990389	14.5%
Cyrillic	18855	0.3%
Greek	251	< 0.1%
Han	144	< 0.1%
Thai	115	< 0.1%
Hebrew	83	< 0.1%
Hiragana	55	< 0.1%
Katakana	36	< 0.1%
Hangul	34	< 0.1%
Other values (2)	30	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	679702	11.7%
a	519009	8.9%
r	398308	6.8%
i	390348	6.7%
o	354039	6.1%
t	319760	5.5%
n	306049	5.2%
s	291079	5.0%
l	280256	4.8%
u	212856	3.6%
Other values (132)	2082668	35.7%

Han

Value	Count	Frequency (%)
味	3	2.1%
醤	3	2.1%
油	3	2.1%
奶	3	2.1%
葡	2	1.4%
萄	2	1.4%
生	2	1.4%
豆	2	1.4%
紅	2	1.4%
乾	2	1.4%
Other values (101)	120	83.3%

Common

Value	Count	Frequency (%)
	797591	80.5%
,	83639	8.4%
&	19841	2.0%
'	13559	1.4%
-	13451	1.4%
0	10916	1.1%
%	7182	0.7%
1	6689	0.7%
2	4939	0.5%
)	4636	0.5%
Other values (72)	27946	2.8%

Cyrillic

Value	Count	Frequency (%)
о	2058	10.9%
а	1768	9.4%
е	1344	7.1%
н	1319	7.0%
и	1131	6.0%
р	1090	5.8%
с	1037	5.5%
к	971	5.1%
л	912	4.8%
т	679	3.6%
Other values (51)	6546	34.7%

Greek

Value	Count	Frequency (%)
α	23	9.2%
ο	21	8.4%
ι	18	7.2%
ρ	15	6.0%
λ	14	5.6%
κ	10	4.0%
τ	10	4.0%
ς	8	3.2%
ά	8	3.2%
μ	8	3.2%
Other values (33)	116	46.2%

Thai

Value	Count	Frequency (%)
ร	8	7.0%
ิ	7	6.1%
อ	7	6.1%
เ	6	5.2%
้	6	5.2%
น	6	5.2%
ล	5	4.3%
ก	5	4.3%
ว	5	4.3%
ส	5	4.3%
Other values (27)	55	47.8%

Hiragana

Value	Count	Frequency (%)
の	5	9.1%
ん	5	9.1%
し	3	5.5%
う	3	5.5%
ど	3	5.5%
ら	3	5.5%
め	2	3.6%
だ	2	3.6%
そ	2	3.6%
ば	2	3.6%
Other values (22)	25	45.5%

Hangul

Value	Count	Frequency (%)
차	2	5.9%
튼	2	5.9%
자	2	5.9%
장	1	2.9%
무	1	2.9%
쌀	1	2.9%
떡	1	2.9%
칠	1	2.9%
성	1	2.9%
사	1	2.9%
Other values (21)	21	61.8%

Katakana

Value	Count	Frequency (%)
ン	3	8.3%
グ	2	5.6%
ミ	2	5.6%
ロ	2	5.6%
チ	2	5.6%
ｸ	1	2.8%
レ	1	2.8%
ズ	1	2.8%
ﾚ	1	2.8%
ｾ	1	2.8%
Other values (20)	20	55.6%

Hebrew

Value	Count	Frequency (%)
ל	11	13.3%
ו	9	10.8%
י	8	9.6%
ק	7	8.4%
פ	6	7.2%
א	5	6.0%
ר	4	4.8%
ה	3	3.6%
ב	3	3.6%
מ	3	3.6%
Other values (13)	24	28.9%

Arabic

Value	Count	Frequency (%)
ل	6	30.0%
ي	3	15.0%
م	2	10.0%
س	2	10.0%
ب	2	10.0%
ح	1	5.0%
ق	1	5.0%
ا	1	5.0%
د	1	5.0%
خ	1	5.0%

Inherited

Value	Count	Frequency (%)
́	4	40.0%
︎	3	30.0%
️	1	10.0%
̀	1	10.0%
̈	1	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6772640	99.0%
None	51984	0.8%
Cyrillic	18855	0.3%
CJK	144	< 0.1%
Thai	115	< 0.1%
Hebrew	83	< 0.1%
Punctuation	55	< 0.1%
Hiragana	55	< 0.1%
Katakana	35	< 0.1%
Hangul	34	< 0.1%
Other values (10)	66	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	797591	11.8%
e	679702	10.0%
a	519009	7.7%
r	398308	5.9%
i	390348	5.8%
o	354039	5.2%
t	319760	4.7%
n	306049	4.5%
s	291079	4.3%
l	280256	4.1%
Other values (84)	2436499	36.0%

None

Value	Count	Frequency (%)
é	28969	55.7%
à	4999	9.6%
è	4378	8.4%
â	2386	4.6%
ê	1434	2.8%
û	1248	2.4%
ü	964	1.9%
ä	699	1.3%
ç	680	1.3%
ô	672	1.3%
Other values (145)	5555	10.7%

Cyrillic

Value	Count	Frequency (%)
о	2058	10.9%
а	1768	9.4%
е	1344	7.1%
н	1319	7.0%
и	1131	6.0%
р	1090	5.8%
с	1037	5.5%
к	971	5.1%
л	912	4.8%
т	679	3.6%
Other values (51)	6546	34.7%

Currency Symbols

Value	Count	Frequency (%)
€	11	100.0%

Hebrew

Value	Count	Frequency (%)
ל	11	13.3%
ו	9	10.8%
י	8	9.6%
ק	7	8.4%
פ	6	7.2%
א	5	6.0%
ר	4	4.8%
ה	3	3.6%
ב	3	3.6%
מ	3	3.6%
Other values (13)	24	28.9%

Punctuation

Value	Count	Frequency (%)
’	10	18.2%
…	9	16.4%
•	9	16.4%
–	7	12.7%
“	6	10.9%
—	5	9.1%
„	3	5.5%
”	3	5.5%
‘	1	1.8%
‚	1	1.8%

Thai

Value	Count	Frequency (%)
ร	8	7.0%
ิ	7	6.1%
อ	7	6.1%
เ	6	5.2%
้	6	5.2%
น	6	5.2%
ล	5	4.3%
ก	5	4.3%
ว	5	4.3%
ส	5	4.3%
Other values (27)	55	47.8%

Misc Symbols

Value	Count	Frequency (%)
♥	6	100.0%

Letterlike Symbols

Value	Count	Frequency (%)
№	6	46.2%
™	5	38.5%
℅	2	15.4%

Arabic

Value	Count	Frequency (%)
ل	6	30.0%
ي	3	15.0%
م	2	10.0%
س	2	10.0%
ب	2	10.0%
ح	1	5.0%
ق	1	5.0%
ا	1	5.0%
د	1	5.0%
خ	1	5.0%

Hiragana

Value	Count	Frequency (%)
の	5	9.1%
ん	5	9.1%
し	3	5.5%
う	3	5.5%
ど	3	5.5%
ら	3	5.5%
め	2	3.6%
だ	2	3.6%
そ	2	3.6%
ば	2	3.6%
Other values (22)	25	45.5%

Diacriticals

Value	Count	Frequency (%)
́	4	66.7%
̀	1	16.7%
̈	1	16.7%

Katakana

Value	Count	Frequency (%)
ー	4	11.4%
ン	3	8.6%
グ	2	5.7%
ミ	2	5.7%
ロ	2	5.7%
チ	2	5.7%
レ	1	2.9%
ズ	1	2.9%
リ	1	2.9%
ド	1	2.9%
Other values (16)	16	45.7%

CJK

Value	Count	Frequency (%)
味	3	2.1%
醤	3	2.1%
油	3	2.1%
奶	3	2.1%
葡	2	1.4%
萄	2	1.4%
生	2	1.4%
豆	2	1.4%
紅	2	1.4%
乾	2	1.4%
Other values (101)	120	83.3%

VS

Value	Count	Frequency (%)
︎	3	75.0%
️	1	25.0%

Hangul

Value	Count	Frequency (%)
차	2	5.9%
튼	2	5.9%
자	2	5.9%
장	1	2.9%
무	1	2.9%
쌀	1	2.9%
떡	1	2.9%
칠	1	2.9%
성	1	2.9%
사	1	2.9%
Other values (21)	21	61.8%

Enclosed Alphanum Sup

Value	Count	Frequency (%)
🅫	1	100.0%

Latin Ext Additional

Value	Count	Frequency (%)
ề	1	33.3%
ớ	1	33.3%
ắ	1	33.3%

Math Operators

Value	Count	Frequency (%)
≤	1	100.0%

Dingbats

Value	Count	Frequency (%)
❤	1	100.0%

brands
Categorical

HIGH CARDINALITY MISSING

Distinct	45792
Distinct (%)	18.2%
Missing	3280
Missing (%)	1.3%
Memory size	5.4 MiB

Carrefour	2504
Meijer	1945
Auchan	1939
U	1754
Kroger	1632
Other values (45787)	241920

Length

Max length	228
Median length	155
Mean length	15.766129
Min length	1

Characters and Unicode

Total characters	3968240
Distinct characters	393
Distinct categories	16 ?
Distinct scripts	11 ?
Distinct blocks	13 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25210 ?
Unique (%)	10.0%

Sample

1st row	Torn & Glasser
2nd row	Grizzlies
3rd row	Bob's Red Mill
4th row	Unfi
5th row	Lundberg

Common Values

Value	Count	Frequency (%)
Carrefour	2504	1.0%
Meijer	1945	0.8%
Auchan	1939	0.8%
U	1754	0.7%
Kroger	1632	0.6%
Leader Price	1412	0.6%
Spartan	1323	0.5%
Ahold	1320	0.5%
Casino	1293	0.5%
Roundy's	1252	0.5%
Other values (45782)	235320	92.3%
(Missing)	3280	1.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
inc	34189	5.8%
foods	14040	2.4%
llc	8694	1.5%
company	8525	1.4%
	7636	1.3%
co	7366	1.2%
food	6890	1.2%
the	4678	0.8%
market	4023	0.7%
stores	3895	0.7%
Other values (30953)	494067	83.2%

Most occurring characters

Value	Count	Frequency (%)
	404219	10.2%
e	330918	8.3%
a	286274	7.2%
r	259350	6.5%
o	256665	6.5%
n	220687	5.6%
i	199614	5.0%
s	175776	4.4%
t	152876	3.9%
l	146620	3.7%
Other values (383)	1535241	38.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2774702	69.9%
Uppercase Letter	615265	15.5%
Space Separator	404219	10.2%
Other Punctuation	155211	3.9%
Dash Punctuation	9795	0.2%
Decimal Number	6085	0.2%
Open Punctuation	1118	< 0.1%
Close Punctuation	1117	< 0.1%
Other Letter	282	< 0.1%
Math Symbol	235	< 0.1%
Other values (6)	211	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
า	22	7.8%
ม	21	7.4%
º	11	3.9%
ต	11	3.9%
แ	11	3.9%
ร	11	3.9%
ا	7	2.5%
ك	6	2.1%
น	6	2.1%
ฟ	5	1.8%
Other values (121)	171	60.6%

Lowercase Letter

Value	Count	Frequency (%)
e	330918	11.9%
a	286274	10.3%
r	259350	9.3%
o	256665	9.3%
n	220687	8.0%
i	199614	7.2%
s	175776	6.3%
t	152876	5.5%
l	146620	5.3%
c	120363	4.3%
Other values (105)	625559	22.5%

Uppercase Letter

Value	Count	Frequency (%)
C	66028	10.7%
S	53148	8.6%
F	46802	7.6%
I	44914	7.3%
M	43380	7.1%
B	39192	6.4%
L	36374	5.9%
P	30741	5.0%
A	26881	4.4%
T	26569	4.3%
Other values (81)	201236	32.7%

Other Punctuation

Value	Count	Frequency (%)
.	54488	35.1%
,	51423	33.1%
'	27090	17.5%
/	10402	6.7%
&	7961	5.1%
:	2540	1.6%
!	1039	0.7%
"	150	0.1%
·	26	< 0.1%
@	22	< 0.1%
Other values (9)	70	< 0.1%

Decimal Number

Value	Count	Frequency (%)
3	1212	19.9%
5	1130	18.6%
6	1018	16.7%
2	559	9.2%
1	540	8.9%
0	477	7.8%
7	442	7.3%
4	276	4.5%
9	236	3.9%
8	195	3.2%

Nonspacing Mark

Value	Count	Frequency (%)
่	12	41.4%
้	6	20.7%
ี	4	13.8%
ิ	3	10.3%
์	2	6.9%
ู	1	3.4%
ั	1	3.4%

Math Symbol

Value	Count	Frequency (%)
+	232	98.7%
\|	2	0.9%
~	1	0.4%

Other Symbol

Value	Count	Frequency (%)
®	19	79.2%
№	4	16.7%
°	1	4.2%

Dash Punctuation

Value	Count	Frequency (%)
-	9789	99.9%
—	6	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	1108	99.1%
[	10	0.9%

Close Punctuation

Value	Count	Frequency (%)
)	1107	99.1%
]	10	0.9%

Currency Symbol

Value	Count	Frequency (%)
$	71	89.9%
€	8	10.1%

Final Punctuation

Value	Count	Frequency (%)
»	31	83.8%
’	6	16.2%

Modifier Symbol

Value	Count	Frequency (%)
´	7	77.8%
`	2	22.2%

Space Separator

Value	Count	Frequency (%)
	404219	100.0%

Initial Punctuation

Value	Count	Frequency (%)
«	33	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3382248	85.2%
Common	577962	14.6%
Cyrillic	7681	0.2%
Thai	161	< 0.1%
Han	70	< 0.1%
Greek	49	< 0.1%
Arabic	27	< 0.1%
Hebrew	19	< 0.1%
Hangul	14	< 0.1%
Katakana	8	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	330918	9.8%
a	286274	8.5%
r	259350	7.7%
o	256665	7.6%
n	220687	6.5%
i	199614	5.9%
s	175776	5.2%
t	152876	4.5%
l	146620	4.3%
c	120363	3.6%
Other values (107)	1233105	36.5%

Cyrillic

Value	Count	Frequency (%)
о	672	8.7%
а	659	8.6%
е	597	7.8%
р	501	6.5%
н	480	6.2%
и	443	5.8%
к	398	5.2%
с	358	4.7%
л	268	3.5%
т	261	3.4%
Other values (52)	3044	39.6%

Han

Value	Count	Frequency (%)
山	2	2.9%
可	2	2.9%
田	2	2.9%
生	2	2.9%
日	2	2.9%
口	2	2.9%
鎌	2	2.9%
今	2	2.9%
郎	2	2.9%
麥	2	2.9%
Other values (50)	50	71.4%

Common

Value	Count	Frequency (%)
	404219	69.9%
.	54488	9.4%
,	51423	8.9%
'	27090	4.7%
/	10402	1.8%
-	9789	1.7%
&	7961	1.4%
:	2540	0.4%
3	1212	0.2%
5	1130	0.2%
Other values (39)	7708	1.3%

Thai

Value	Count	Frequency (%)
า	22	13.7%
ม	21	13.0%
่	12	7.5%
ต	11	6.8%
แ	11	6.8%
ร	11	6.8%
น	6	3.7%
้	6	3.7%
ฟ	5	3.1%
อ	5	3.1%
Other values (24)	51	31.7%

Greek

Value	Count	Frequency (%)
ν	8	16.3%
ω	4	8.2%
η	4	8.2%
Κ	2	4.1%
τ	2	4.1%
Ι	2	4.1%
ί	2	4.1%
Ν	2	4.1%
Ο	2	4.1%
Υ	2	4.1%
Other values (18)	19	38.8%

Hebrew

Value	Count	Frequency (%)
ק	3	15.8%
ו	3	15.8%
ה	2	10.5%
פ	2	10.5%
מ	1	5.3%
ס	1	5.3%
י	1	5.3%
צ	1	5.3%
ת	1	5.3%
ל	1	5.3%
Other values (3)	3	15.8%

Hangul

Value	Count	Frequency (%)
농	2	14.3%
심	2	14.3%
빙	1	7.1%
그	1	7.1%
레	1	7.1%
연	1	7.1%
은	1	7.1%
자	1	7.1%
학	1	7.1%
송	1	7.1%
Other values (2)	2	14.3%

Arabic

Value	Count	Frequency (%)
ا	7	25.9%
ك	6	22.2%
و	5	18.5%
ل	3	11.1%
ن	2	7.4%
د	1	3.7%
ي	1	3.7%
ف	1	3.7%
ص	1	3.7%

Katakana

Value	Count	Frequency (%)
ア	1	12.5%
リ	1	12.5%
グ	1	12.5%
ン	1	12.5%
ミ	1	12.5%
ナ	1	12.5%
ロ	1	12.5%
オ	1	12.5%

Hiragana

Value	Count	Frequency (%)
い	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3945763	99.4%
None	14466	0.4%
Cyrillic	7681	0.2%
Thai	161	< 0.1%
CJK	70	< 0.1%
Arabic	28	< 0.1%
Hebrew	19	< 0.1%
Punctuation	17	< 0.1%
Hangul	14	< 0.1%
Currency Symbols	8	< 0.1%
Other values (3)	13	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	404219	10.2%
e	330918	8.4%
a	286274	7.3%
r	259350	6.6%
o	256665	6.5%
n	220687	5.6%
i	199614	5.1%
s	175776	4.5%
t	152876	3.9%
l	146620	3.7%
Other values (77)	1512764	38.3%

None

Value	Count	Frequency (%)
é	8152	56.4%
è	2782	19.2%
ü	545	3.8%
ó	439	3.0%
ô	325	2.2%
í	240	1.7%
â	224	1.5%
ä	212	1.5%
ê	188	1.3%
î	157	1.1%
Other values (90)	1202	8.3%

Cyrillic

Value	Count	Frequency (%)
о	672	8.7%
а	659	8.6%
е	597	7.8%
р	501	6.5%
н	480	6.2%
и	443	5.8%
к	398	5.2%
с	358	4.7%
л	268	3.5%
т	261	3.4%
Other values (52)	3044	39.6%

Thai

Value	Count	Frequency (%)
า	22	13.7%
ม	21	13.0%
่	12	7.5%
ต	11	6.8%
แ	11	6.8%
ร	11	6.8%
น	6	3.7%
้	6	3.7%
ฟ	5	3.1%
อ	5	3.1%
Other values (24)	51	31.7%

Currency Symbols

Value	Count	Frequency (%)
€	8	100.0%

Arabic

Value	Count	Frequency (%)
ا	7	25.0%
ك	6	21.4%
و	5	17.9%
ل	3	10.7%
ن	2	7.1%
د	1	3.6%
،	1	3.6%
ي	1	3.6%
ف	1	3.6%
ص	1	3.6%

Punctuation

Value	Count	Frequency (%)
’	6	35.3%
—	6	35.3%
…	4	23.5%
•	1	5.9%

Letterlike Symbols

Value	Count	Frequency (%)
№	4	100.0%

Hebrew

Value	Count	Frequency (%)
ק	3	15.8%
ו	3	15.8%
ה	2	10.5%
פ	2	10.5%
מ	1	5.3%
ס	1	5.3%
י	1	5.3%
צ	1	5.3%
ת	1	5.3%
ל	1	5.3%
Other values (3)	3	15.8%

CJK

Value	Count	Frequency (%)
山	2	2.9%
可	2	2.9%
田	2	2.9%
生	2	2.9%
日	2	2.9%
口	2	2.9%
鎌	2	2.9%
今	2	2.9%
郎	2	2.9%
麥	2	2.9%
Other values (50)	50	71.4%

Hangul

Value	Count	Frequency (%)
농	2	14.3%
심	2	14.3%
빙	1	7.1%
그	1	7.1%
레	1	7.1%
연	1	7.1%
은	1	7.1%
자	1	7.1%
학	1	7.1%
송	1	7.1%
Other values (2)	2	14.3%

Hiragana

Value	Count	Frequency (%)
い	1	100.0%

Katakana

Value	Count	Frequency (%)
ア	1	12.5%
リ	1	12.5%
グ	1	12.5%
ン	1	12.5%
ミ	1	12.5%
ナ	1	12.5%
ロ	1	12.5%
オ	1	12.5%

additives_n
Real number (ℝ)

ZEROS

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7051856

Minimum	-1
Maximum	31
Zeros	82104
Zeros (%)	32.2%
Negative	25244
Negative (%)	9.9%
Memory size	3.9 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	31
Range	32
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5527784
Coefficient of variation (CV)	1.4970677
Kurtosis	6.8785431
Mean	1.7051856
Median Absolute Deviation (MAD)	1
Skewness	2.0516666
Sum	434778
Variance	6.5166775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	82104	32.2%
1	44028	17.3%
2	35091	13.8%
-1	25244	9.9%
3	22854	9.0%
4	14640	5.7%
5	10392	4.1%
6	6876	2.7%
7	4395	1.7%
8	3171	1.2%
Other values (22)	6179	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	25244	9.9%
0	82104	32.2%
1	44028	17.3%
2	35091	13.8%
3	22854	9.0%
4	14640	5.7%
5	10392	4.1%
6	6876	2.7%
7	4395	1.7%
8	3171	1.2%

Value	Count	Frequency (%)
31	4	< 0.1%
29	2	< 0.1%
28	2	< 0.1%
27	2	< 0.1%
26	2	< 0.1%
25	11	< 0.1%
24	10	< 0.1%
23	14	< 0.1%
22	26	< 0.1%
21	20	< 0.1%

energy_100g
Real number (ℝ)

ZEROS

Distinct	3817
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1131.0096

Minimum	0
Maximum	3700
Zeros	6091
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	84
Q1	393
median	1117
Q3	1674
95-th percentile	2389
Maximum	3700
Range	3700
Interquartile range (IQR)	1281

Descriptive statistics

Standard deviation	782.9411
Coefficient of variation (CV)	0.69224972
Kurtosis	-0.50182767
Mean	1131.0096
Median Absolute Deviation (MAD)	657
Skewness	0.40962332
Sum	2.8837805 × 10⁸
Variance	612996.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6091	2.4%
2092	5074	2.0%
1674	4010	1.6%
1494	3912	1.5%
1644	3276	1.3%
1393	3219	1.3%
1046	2943	1.2%
1569	2824	1.1%
1795	2347	0.9%
1197	2312	0.9%
Other values (3807)	218966	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6091	2.4%
0.02	1	< 0.1%
0.42	1	< 0.1%
0.48	1	< 0.1%
0.6	1	< 0.1%
0.8	7	< 0.1%
0.9	4	< 0.1%
0.92	4	< 0.1%
1	49	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
3700	256	0.1%
3699	5	< 0.1%
3697	1	< 0.1%
3696	3	< 0.1%
3693	6	< 0.1%
3692	1	< 0.1%
3691	1	< 0.1%
3690	3	< 0.1%
3689	2	< 0.1%
3686	1	< 0.1%

salt_100g
Real number (ℝ)

ZEROS

Distinct	5500
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5783321

Minimum	0
Maximum	100
Zeros	36339
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05334
median	0.56388
Q3	1.36144
95-th percentile	4
Maximum	100
Range	100
Interquartile range (IQR)	1.3081

Descriptive statistics

Standard deviation	6.2312293
Coefficient of variation (CV)	3.9479835
Kurtosis	141.59793
Mean	1.5783321
Median Absolute Deviation (MAD)	0.54388
Skewness	11.077406
Sum	402433.66
Variance	38.828219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36339	14.3%
0.01	3564	1.4%
0.1	3305	1.3%
1	2153	0.8%
0.0254	2091	0.8%
1.27	1938	0.8%
1.63322	1824	0.7%
0.127	1775	0.7%
0.03	1558	0.6%
0.02032	1537	0.6%
Other values (5490)	198890	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36339	14.3%
5 × 10^-8	1	< 0.1%
9.999999 × 10^-8	2	< 0.1%
1 × 10^-6	1	< 0.1%
5 × 10^-6	1	< 0.1%
7.874 × 10^-6	1	< 0.1%
1 × 10^-5	5	< 0.1%
1.3 × 10^-5	4	< 0.1%
2 × 10^-5	1	< 0.1%
2.413 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
100	21	< 0.1%
99.93	1	< 0.1%
99.90582	111	< 0.1%
99.9	8	< 0.1%
99.822	5	< 0.1%
99.8	3	< 0.1%
99.78644	10	< 0.1%
99.64674	3	< 0.1%
99.568	1	< 0.1%
99.5	1	< 0.1%

sodium_100g
Real number (ℝ)

ZEROS

Distinct	5251
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64268795

Minimum	0
Maximum	100
Zeros	36343
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.021
median	0.222
Q3	0.536
95-th percentile	1.583
Maximum	100
Range	100
Interquartile range (IQR)	0.515

Descriptive statistics

Standard deviation	2.6506021
Coefficient of variation (CV)	4.1242443
Kurtosis	162.08847
Mean	0.64268795
Median Absolute Deviation (MAD)	0.21412598
Skewness	11.525525
Sum	163868.72
Variance	7.0256914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36343	14.3%
0.003937007874	3559	1.4%
0.03937007874	3290	1.3%
0.3937007874	2138	0.8%
0.01	2090	0.8%
0.5	1936	0.8%
0.643	1847	0.7%
0.01181102362	1842	0.7%
0.05	1775	0.7%
0.008	1541	0.6%
Other values (5241)	198613	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36343	14.3%
1.968503937 × 10^-8	1	< 0.1%
3.93700748 × 10^-8	2	< 0.1%
3.937007874 × 10^-7	1	< 0.1%
1.968503937 × 10^-6	1	< 0.1%
3.1 × 10^-6	1	< 0.1%
3.937007874 × 10^-6	5	< 0.1%
5.118110236 × 10^-6	4	< 0.1%
7.874015748 × 10^-6	1	< 0.1%
9.5 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
92.5	1	< 0.1%
83	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
71.429	1	< 0.1%
70	1	< 0.1%
62.5	1	< 0.1%
60.3	1	< 0.1%
59	1	< 0.1%

fiber_100g
Real number (ℝ)

ZEROS

Distinct	1010
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2069436

Minimum	0
Maximum	100
Zeros	124820
Zeros (%)	49.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.3
Q3	3
95-th percentile	9.6
Maximum	100
Range	100
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.219424
Coefficient of variation (CV)	1.9118857
Kurtosis	58.132747
Mean	2.2069436
Median Absolute Deviation (MAD)	0.3
Skewness	5.4282559
Sum	562713.25
Variance	17.803539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124820	49.0%
3.6	8511	3.3%
3.3	3986	1.6%
1.8	3874	1.5%
0.8	3799	1.5%
7.1	3703	1.5%
1.6	3413	1.3%
2	3399	1.3%
1.2	3259	1.3%
2.4	3221	1.3%
Other values (1000)	92989	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124820	49.0%
0.0001	2	< 0.1%
0.0002	1	< 0.1%
0.001	16	< 0.1%
0.002	3	< 0.1%
0.004	1	< 0.1%
0.00416	1	< 0.1%
0.005	2	< 0.1%
0.01	72	< 0.1%
0.016	1	< 0.1%

Value	Count	Frequency (%)
100	10	< 0.1%
99	1	< 0.1%
94.8	1	< 0.1%
92.4	1	< 0.1%
90	1	< 0.1%
88	2	< 0.1%
87.5	1	< 0.1%
87	1	< 0.1%
86.2	1	< 0.1%
85.2	1	< 0.1%

sugars_100g
Real number (ℝ)

ZEROS

Distinct	4052
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.10314

Minimum	0
Maximum	100
Zeros	50158
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.8
median	4.8
Q3	22.22
95-th percentile	60.774
Maximum	100
Range	100
Interquartile range (IQR)	21.42

Descriptive statistics

Standard deviation	20.84872
Coefficient of variation (CV)	1.3804228
Kurtosis	2.4900988
Mean	15.10314
Median Absolute Deviation (MAD)	4.8
Skewness	1.7375937
Sum	3850908
Variance	434.66911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50158	19.7%
3.57	7142	2.8%
0.5	4359	1.7%
3.33	3700	1.5%
1	2567	1.0%
20	2323	0.9%
6.67	2264	0.9%
10	2168	0.9%
50	2101	0.8%
7.14	2024	0.8%
Other values (4042)	176168	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50158	19.7%
0.0001	8	< 0.1%
0.0005	1	< 0.1%
0.001	24	< 0.1%
0.0019	2	< 0.1%
0.0048	1	< 0.1%
0.007	1	< 0.1%
0.01	85	< 0.1%
0.0108	1	< 0.1%
0.02	27	< 0.1%

Value	Count	Frequency (%)
100	921	0.4%
99.95	1	< 0.1%
99.9	6	< 0.1%
99.8	3	< 0.1%
99.7	10	< 0.1%
99.6	4	< 0.1%
99.5	10	< 0.1%
99.3	2	< 0.1%
99.2	3	< 0.1%
99	40	< 0.1%

fat_100g
Real number (ℝ)

ZEROS

Distinct	3370
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.979729

Minimum	0
Maximum	100
Zeros	78545
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.79
Q3	19
95-th percentile	45
Maximum	100
Range	100
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	17.247552
Coefficient of variation (CV)	1.439728
Kurtosis	6.5670472
Mean	11.979729
Median Absolute Deviation (MAD)	3.79
Skewness	2.2702762
Sum	3054519.5
Variance	297.47804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78545	30.8%
25	3375	1.3%
32.14	2978	1.2%
0.5	2967	1.2%
20	2656	1.0%
1.79	2526	1.0%
28.57	2459	1.0%
21.43	2411	0.9%
0.1	2367	0.9%
10	2238	0.9%
Other values (3360)	152452	59.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78545	30.8%
0.0001	2	< 0.1%
0.000133	1	< 0.1%
0.001	1	< 0.1%
0.003	1	< 0.1%
0.004	2	< 0.1%
0.005	3	< 0.1%
0.007	1	< 0.1%
0.01	42	< 0.1%
0.012	2	< 0.1%

Value	Count	Frequency (%)
100	1280	0.5%
99.9	16	< 0.1%
99.85	1	< 0.1%
99.82	1	< 0.1%
99.8	17	< 0.1%
99.7	5	< 0.1%
99.4	5	< 0.1%
99	5	< 0.1%
98.73	1	< 0.1%
98.5	1	< 0.1%

saturated_fat_100g
Real number (ℝ)

ZEROS

Distinct	2192
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5437063

Minimum	0
Maximum	100
Zeros	96736
Zeros (%)	37.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6.58
95-th percentile	19
Maximum	100
Range	100
Interquartile range (IQR)	6.58

Descriptive statistics

Standard deviation	7.6251009
Coefficient of variation (CV)	1.6781677
Kurtosis	23.985088
Mean	4.5437063
Median Absolute Deviation (MAD)	1
Skewness	3.6365845
Sum	1158527
Variance	58.142164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96736	37.9%
0.1	5227	2.1%
3.57	3480	1.4%
0.5	3079	1.2%
7.14	2875	1.1%
0.2	2558	1.0%
1	2335	0.9%
0.3	2302	0.9%
3.33	2211	0.9%
1.79	2189	0.9%
Other values (2182)	131982	51.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96736	37.9%
0.0001	11	< 0.1%
0.001	30	< 0.1%
0.002	10	< 0.1%
0.003	4	< 0.1%
0.0032	1	< 0.1%
0.004	3	< 0.1%
0.005	11	< 0.1%
0.006	2	< 0.1%
0.00667	1	< 0.1%

Value	Count	Frequency (%)
100	12	< 0.1%
99.9	1	< 0.1%
99	2	< 0.1%
98	1	< 0.1%
96	2	< 0.1%
95.5	1	< 0.1%
95	5	< 0.1%
94	2	< 0.1%
93.8	1	< 0.1%
93.33	3	< 0.1%

cholesterol_100g
Real number (ℝ)

SKEWED ZEROS

Distinct	535
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011335686

Minimum	0
Maximum	95.238
Zeros	200361
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.071
Maximum	95.238
Range	95.238
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.26935215
Coefficient of variation (CV)	23.761433
Kurtosis	91156.825
Mean	0.011335686
Median Absolute Deviation (MAD)	0
Skewness	293.63875
Sum	2890.3053
Variance	0.07255058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	200361	78.6%
0.071	2461	1.0%
0.107	2235	0.9%
0.012	1908	0.7%
0.089	1662	0.7%
0.054	1651	0.6%
0.018	1587	0.6%
0.004	1503	0.6%
0.036	1385	0.5%
0.008	1209	0.5%
Other values (525)	39012	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	200361	78.6%
4.5 × 10^-5	1	< 0.1%
7.1 × 10^-5	1	< 0.1%
0.0001	5	< 0.1%
0.0002	5	< 0.1%
0.0004	1	< 0.1%
0.000416	1	< 0.1%
0.00046	1	< 0.1%
0.0005	2	< 0.1%
0.0008	1	< 0.1%

Value	Count	Frequency (%)
95.238	1	< 0.1%
70.588	1	< 0.1%
62.5	1	< 0.1%
13.846	1	< 0.1%
10.9	1	< 0.1%
1.58	1	< 0.1%
1.291	1	< 0.1%
1.25	1	< 0.1%
1.081	1	< 0.1%
0.996	1	< 0.1%

nutrition_grade_fr
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

a	72728
d	62019
c	44924
e	42377
b	32926

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	254974
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	d
2nd row	b
3rd row	d
4th row	a
5th row	a

Common Values

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

Most occurring characters

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	254974	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	254974	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	254974	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	72728	28.5%
d	62019	24.3%
c	44924	17.6%
e	42377	16.6%
b	32926	12.9%

nutrition_score_uk_100g
Real number (ℝ)

ZEROS

Distinct	22209
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0157221

Minimum	-15
Maximum	40
Zeros	12521
Zeros (%)	4.9%
Negative	37141
Negative (%)	14.6%
Memory size	3.9 MiB

Quantile statistics

Minimum	-15
5-th percentile	-4
Q1	2
median	9
Q3	16
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.7620999
Coefficient of variation (CV)	0.97186889
Kurtosis	-0.86589005
Mean	9.0157221
Median Absolute Deviation (MAD)	7
Skewness	0.19504308
Sum	2298774.7
Variance	76.774394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12521	4.9%
1	11784	4.6%
2	10932	4.3%
14	10565	4.1%
-1	8730	3.4%
13	8309	3.3%
12	8140	3.2%
11	7980	3.1%
3	7489	2.9%
20	7301	2.9%
Other values (22199)	161223	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	12	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%
-12.98946843	1	< 0.1%
-12	46	< 0.1%
-11.89017976	1	< 0.1%
-11.71202015	1	< 0.1%
-11.11047737	1	< 0.1%
-11.02351469	1	< 0.1%
-11	90	< 0.1%

Value	Count	Frequency (%)
40	33	< 0.1%
39.62928274	27	< 0.1%
39.57922926	14	< 0.1%
38.90178138	7	< 0.1%
38.74275539	1	< 0.1%
38	1	< 0.1%
37.86717433	3	< 0.1%
37.22136799	1	< 0.1%
37.13967297	9	< 0.1%
37	2	< 0.1%

nutrition_score_fr_100g
Real number (ℝ)

ZEROS

Distinct	22224
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1377468

Minimum	-15
Maximum	40
Zeros	11704
Zeros (%)	4.6%
Negative	35481
Negative (%)	13.9%
Memory size	3.9 MiB

Quantile statistics

Minimum	-15
5-th percentile	-4
Q1	2
median	9
Q3	15.613139
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	13.613139

Descriptive statistics

Standard deviation	8.6223733
Coefficient of variation (CV)	0.9435995
Kurtosis	-0.81166515
Mean	9.1377468
Median Absolute Deviation (MAD)	7
Skewness	0.16934547
Sum	2329887.9
Variance	74.345322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11704	4.6%
1	11130	4.4%
14	11124	4.4%
2	10457	4.1%
13	8725	3.4%
-1	8707	3.4%
12	8558	3.4%
11	8537	3.3%
3	7725	3.0%
15	7457	2.9%
Other values (22214)	160850	63.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	1	< 0.1%
-14.56626981	1	< 0.1%
-14.53003013	1	< 0.1%
-14.43958461	1	< 0.1%
-14.42682726	1	< 0.1%
-14.42473158	2	< 0.1%
-14.38149172	2	< 0.1%
-14.34924791	3	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%

Value	Count	Frequency (%)
40	4	< 0.1%
38.5578851	1	< 0.1%
38.51842973	1	< 0.1%
38.49152462	3	< 0.1%
38.4492283	1	< 0.1%
38.44860451	1	< 0.1%
38.44609177	20	< 0.1%
38.43481639	2	< 0.1%
38.41384923	1	< 0.1%
38.09412942	27	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	code	countries_fr	product_name	brands	additives_n	energy_100g	salt_100g	sodium_100g	fiber_100g	sugars_100g	fat_100g	saturated_fat_100g	cholesterol_100g	nutrition_grade_fr	nutrition_score_uk_100g	nutrition_score_fr_100g
0	0000000004530	États-Unis	Banana Chips Sweetened (Whole)	NaN	0.0	2243.0	0.00000	0.000	3.6	14.29	28.57	28.57	0.018	d	14.000000	14.000000
1	0000000004559	États-Unis	Peanuts	Torn & Glasser	0.0	1941.0	0.63500	0.250	7.1	17.86	17.86	0.00	0.000	b	0.000000	0.000000
2	0000000016087	États-Unis	Organic Salted Nut Mix	Grizzlies	0.0	2540.0	1.22428	0.482	7.1	3.57	57.14	5.36	0.000	d	12.000000	12.000000
3	0000000016094	États-Unis	Organic Polenta	Bob's Red Mill	0.0	1552.0	0.00000	0.000	5.7	0.00	1.43	0.00	0.000	a	5.344733	5.323729
4	0000000016100	États-Unis	Breadshop Honey Gone Nuts Granola	Unfi	0.0	1933.0	0.00000	0.000	7.7	11.54	18.27	1.92	0.000	a	8.012207	7.898541
5	0000000016117	États-Unis	Organic Long Grain White Rice	Lundberg	0.0	1490.0	0.00000	0.000	0.0	0.00	0.00	0.00	0.000	a	6.827355	6.809392
6	0000000016124	États-Unis	Organic Muesli	Daddy's Muesli	2.0	1833.0	0.13970	0.055	9.4	15.62	18.75	4.69	0.000	c	7.000000	7.000000
7	0000000016193	États-Unis	Organic Dark Chocolate Minis	Equal Exchange	0.0	2406.0	0.00000	0.000	7.5	42.50	37.50	22.50	0.000	a	18.277754	18.060035
8	0000000016513	États-Unis	Organic Sunflower Oil	Napa Valley Naturals	0.0	3586.0	0.00000	0.000	0.0	0.00	100.00	7.14	0.000	a	18.822279	17.765301
9	0000000016612	États-Unis	Organic Adzuki Beans	Unfi	0.0	1393.0	0.00000	0.000	12.5	0.00	1.04	0.00	0.000	a	2.874713	2.929574

	code	countries_fr	product_name	brands	additives_n	energy_100g	salt_100g	sodium_100g	fiber_100g	sugars_100g	fat_100g	saturated_fat_100g	nutrition_grade_fr	nutrition_score_uk_100g	nutrition_score_fr_100g
258313	9780803738782	États-Unis	Organic Z Bar	Clif Kid	1.0	1393.0	0.95250	0.375000	8.3	30.56	9.72	2.78	d	11.000000	11.000000
258314	9782211109758	France	Verrine Cheescake Myrtille	Kayser	-1.0	1084.0	0.29000	0.114173	0.0	10.50	0.00	12.00	d	16.000000	16.000000
258315	9782401029101	France	Fiche Brevet	Hatier	-1.0	4.0	10.00000	3.937008	10.0	1.00	0.00	1.00	b	0.000000	0.000000
258316	9787461062105	États-Unis	Natural Cassava	Industria De Casabe Paul	0.0	1477.0	0.03048	0.012000	4.7	2.35	0.00	0.00	a	-1.000000	-1.000000
258317	9836654056565	États-Unis	Raspados Ice Bars	Jarritos, The Jel Sert Company	8.0	368.0	0.04572	0.018000	0.0	19.30	0.00	0.00	a	7.139006	7.568028
258318	9847548283004	France	Tartines craquantes bio au sarrasin	Le Pain des fleurs	-1.0	1643.0	0.68000	0.267717	5.9	2.60	2.80	0.60	a	-4.000000	-4.000000
258319	989898	Suisse	Test NF App	NaN	0.0	569.0	1.10000	0.433071	1.1	9.60	31.00	0.00	a	6.661093	6.888682
258320	9900000000233	France	Amandes	Biosic	-1.0	2406.0	0.10000	0.039370	12.2	3.89	0.00	3.73	b	0.000000	0.000000
258321	99111250	France	Thé vert Earl grey	Lobodis	0.0	21.0	0.02540	0.010000	0.2	0.50	0.20	0.20	c	0.000000	2.000000
258322	999990026839	États-Unis	Sugar Free Drink Mix, Peach Tea	Market Pantry	7.0	2092.0	0.00000	0.000000	0.0	0.00	0.00	0.00	a	9.748240	9.501761

Overview

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Greek

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Hebrew